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Generative AI Advance Fine-Tuning for LLMs
Coursera
Course
Unknown

Generative AI Advance Fine-Tuning for LLMs

IBM

"Fine-tuning large language models (LLMs) is essential for aligning them with specific business needs, improving accuracy, and optimizing performance. In today’s AI-driven world, organizations rely on fine-tuned models to generate precise, actionable insights that drive innovation and efficiency. This course equips aspiring generative AI engineers with the in-demand skills employers are actively seeking. You’ll explore advanced fine-tuning techniques for causal LLMs, including instruction tunin

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About this Course

"Fine-tuning large language models (LLMs) is essential for aligning them with specific business needs, improving accuracy, and optimizing performance. In today’s AI-driven world, organizations rely on fine-tuned models to generate precise, actionable insights that drive innovation and efficiency. This course equips aspiring generative AI engineers with the in-demand skills employers are actively seeking. You’ll explore advanced fine-tuning techniques for causal LLMs, including instruction tunin

What You'll Learn

  • In-demand generative AI engineering skills in fine-tuning LLMs that employers are actively seeking
  • Instruction tuning and reward modeling using Hugging Face, plus understanding LLMs as policies and applying RLHF techniques
  • Direct preference optimization (DPO) with partition function and Hugging Face, including how to define optimal solutions to DPO problems
  • Using proximal policy optimization (PPO) with Hugging Face to build scoring functions and tokenize datasets for fine-tuning

Instructors

J

Joseph Santarcangelo

IBM Developer Skills Network

A

Ashutosh Sagar

W

Wojciech 'Victor' Fulmyk

F

Fateme Akbari

Topics

تقييم النماذج
النمذجة اللغوية الكبيرة
التعلم المعزز
تعلم الآلة
معالجة اللغات الطبيعية
الذكاء الاصطناعي التوليدي

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تقييم النماذج
النمذجة اللغوية الكبيرة
التعلم المعزز
تعلم الآلة
معالجة اللغات الطبيعية
الذكاء الاصطناعي التوليدي

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